Weight painting in rigging and particle systems combined
Solved it! There was one thing I forgot to try and that was adding bones for the eyes. Eventhough I did not plan to animate the eyes this probably is the only way to do it. Made 2 eye bones and 2 vertexgroups with the same name. The eyes move with the rig now and there is no hair on the eyes.